SIMPLE: A General Framework for the Development of Multilingual Lexicons. - Núria Bel; Federica Busa; Nicoletta Calzolari; Elisabetta Gola; Alessandro Lenci; Monica Monachini; Antoine Ogonowski; Ivonne Peters; Wim Peters; Nilda Ruimy; Marta Villegas; Antonio Zampolli (LREC, 2000)

Multilingual Linguistic Resources: From Monolingual Lexicons to Bilingual Interrelated Lexicons. - Marta Villegas; Núria Bel; Alessandro Lenci; Nicoletta Calzolari; Nilda Ruimy; Antonio Zampolli; Teresa Sadurní; Joan Soler (LREC, 2000)

The ISLE in the ocean. Transatlantic standards for multilingual lexicons (with an eye to machine translation). - Nicoletta Calzolari; Alessandro Lenci; Antonio Zampolli; Núria Bel; Marta Villegas; Gregor Thurmair (MTSummit, 2001)

From Resources to Applications. Designing the Multilingual ISLE Lexical Entry. - Sue Atkins; Núria Bel; Francesca Bertagna; Pierrette Bouillon; Nicoletta Calzolari; Christiane Fellbaum; Ralph Grishman; Alessandro Lenci; Catherine Macleod; Martha Palmer; Gregor Thurmair; Marta Villegas; et al. (LREC, 2002)

From DTD to relational dB. An automatic generation of a lexicographical station out off ISLE guidelines. - Marta Villegas; Núria Bel (LREC, 2002)

Cross-Lingual Text Categorization. - Núria Bel; Cornelis H. A. Koster; Marta Villegas (ECDL, 2003)

Cost-effective Cross-lingual Document Classification. - Núria Bel; Cornelis H. A. Koster; Marta Villegas (LREC, 2004)

COLDIC, a Lexicographic Platform for LMF compliant lexica. - Núria Bel; Sergio Espeja; Montserrat Marimon; Marta Villegas (LREC, 2008)

Integrating Full-Text Search and Linguistic Analyses on Disperse Data for Humanities and Social Sciences Research Projects. - Marta Villegas; Carla Parra (eScience, 2009)

A Case Study on Interoperability for Language Resources and Applications. - Marta Villegas; Núria Bel; Santiago Bel; Víctor Rodríguez-Doncel (LREC, 2010)

The Harvesting Day: una iniciativa para mejorar la visibilidad de los recursos lingüísticos. - Carla Parra; Marta Villegas; Núria Bel (Proces. del Leng. Natural, 2010)

The IULA Treebank. - Montserrat Marimon; Beatríz Fisas; Núria Bel; Jorge Vivaldi; Sergi Torner; Mercè Lorente; Silvia Vázquez; Marta Villegas (LREC, 2012)

Using Language Resources in Humanities research. - Marta Villegas; Núria Bel; Carlos Gonzalo; Amparo Moreno; Nuria Simelio (LREC, 2012)

Metadata as Linked Open Data: mapping disparate XML metadata registries into one RDF/OWL registry. - Marta Villegas; Maite Melero; Núria Bel (LREC, 2014)

One Ontology to Bind Them All: The META-SHARE OWL Ontology for the Interoperability of Linguistic Datasets on the Web. - John P. McCrae; Penny Labropoulou; Jorge Gracia; Marta Villegas; Víctor Rodríguez-Doncel; Philipp Cimiano (ESWC (Satellite Events), 2015)

Codes of Ethics, Ethical Behavior, and Organizational Culture from the Managerial Approach: A Case Study in the Colombian Banking Industry. - Marta Villegas; Michael H. McGivern (Int. J. Strateg. Inf. Technol. Appl., 2015)

PAROLE/SIMPLE 'lemon' ontology and lexicons. - Marta Villegas; Núria Bel (Semantic Web, 2015)

Leveraging RDF Graphs for Crossing Multiple Bilingual Dictionaries. - Marta Villegas; Maite Melero; Núria Bel; Jorge Gracia (LREC, 2016)

The Biomedical Abbreviation Recognition and Resolution (BARR) Track: Benchmarking, Evaluation and Importance of Abbreviation Recognition Systems Applied to Spanish Biomedical Abstracts. - Ander Intxaurrondo; Martín Pérez-Pérez; Gael Pérez Rodríguez; Jose Antonio López-Martín; Jesus Santamaría; Santiago de la Peña; Marta Villegas; Saber Ahmad Akhondi; Alfonso Valencia; Anália Lourenço; Martin Krallinger (IberEval@SEPLN, 2017)

Esfuerzos para fomentar la minería de textos en biomedicina más allá del inglés: el plan estratégico nacional español para las tecnologías del lenguaje. - Marta Villegas; Santiago de la Peña; Ander Intxaurrondo; Jesus Santamaría; Martin Krallinger (Proces. del Leng. Natural, 2017)

Finding Mentions of Abbreviations and Their Definitions in Spanish Clinical Cases: The BARR2 Shared Task Evaluation Results. - Ander Intxaurrondo; Montserrat Marimon; Aitor Gonzalez-Agirre; Jose Antonio López-Martín; Heidy Rodriguez; Jesus Santamaría; Marta Villegas; Martin Krallinger (IberEval@SEPLN, 2018)

The apertium bilingual dictionaries on the web of data. - Jorge Gracia; Marta Villegas; Asunción Gómez-Pérez; Núria Bel (Semantic Web, 2018)

PharmaCoNER: Pharmacological Substances, Compounds and proteins Named Entity Recognition track. - Aitor Gonzalez-Agirre; Montserrat Marimon; Ander Intxaurrondo; Obdulia Rabal; Marta Villegas; Martin Krallinger (BioNLP-OST@EMNLP-IJNCLP, 2019)

Automatic De-identification of Medical Texts in Spanish: the MEDDOCAN Track, Corpus, Guidelines, Methods and Evaluation of Results. - Montserrat Marimon; Aitor Gonzalez-Agirre; Ander Intxaurrondo; Heidy Rodriguez; Jose Lopez Martin; Marta Villegas; Martin Krallinger (IberLEF@SEPLN, 2019)

Overview of BioASQ 2020: The Eighth BioASQ Challenge on Large-Scale Biomedical Semantic Indexing and Question Answering. - Anastasios Nentidis; Anastasia Krithara; Konstantinos Bougiatiotis; Martin Krallinger; Carlos Rodríguez Penagos; Marta Villegas; Georgios Paliouras (CLEF, 2020)

Overview of MESINESP, a Spanish Medical Semantic Indexing Task within BioASQ 2020. - Carlos Rodríguez Penagos; Anastasios Nentidis; Aitor Gonzalez-Agirre; Alejandro Asensio; Jordi Armengol-Estapé; Anastasia Krithara; Marta Villegas; Georgios Paliouras; Martin Krallinger (CLEF (Working Notes), 2020)

BioASQ at CLEF2020: Large-Scale Biomedical Semantic Indexing and Question Answering. - Martin Krallinger; Anastasia Krithara; Anastasios Nentidis; Georgios Paliouras; Marta Villegas (ECIR (2), 2020)

A Vulnerability Study on Academic Collaboration Networks Based on Network Dynamics. - Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Marta Villegas (CoRR, 2020)

Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan. - Jordi Armengol-Estapé; Casimiro Pio Carrino; Carlos Rodríguez Penagos; Ona De Gibert Bonet; Carme Armentano-Oller; Aitor Gonzalez-Agirre; Maite Melero; Marta Villegas (ACL/IJCNLP (Findings), 2021)

Determining Structural Properties of Artificial Neural Networks Using Algebraic Topology. - David Pérez Fernández; Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Marta Villegas (CoRR, 2021)

Spanish Biomedical and Clinical Language Embeddings. - Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Casimiro Pio Carrino; Ona de Gibert; Aitor Gonzalez-Agirre; Marta Villegas (CoRR, 2021)

Persistent Homology Captures the Generalization of Neural Networks Without A Validation Set. - Asier Gutiérrez-Fandiño; David Pérez Fernández; Jordi Armengol-Estapé; Marta Villegas (CoRR, 2021)

Spanish Language Models. - Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Marc Pàmies; Joan Llop-Palao; Joaquín Silveira-Ocampo; Casimiro Pio Carrino; Aitor Gonzalez-Agirre; Carme Armentano-Oller; Carlos Rodríguez Penagos; Marta Villegas (CoRR, 2021)

Biomedical and Clinical Language Models for Spanish: On the Benefits of Domain-Specific Pretraining in a Mid-Resource Scenario. - Casimiro Pio Carrino; Jordi Armengol-Estapé; Asier Gutiérrez-Fandiño; Joan Llop-Palao; Marc Pàmies; Aitor Gonzalez-Agirre; Marta Villegas (CoRR, 2021)

Spanish Biomedical Crawled Corpus: A Large, Diverse Dataset for Spanish Biomedical Language Models. - Casimiro Pio Carrino; Jordi Armengol-Estapé; Ona De Gibert Bonet; Asier Gutiérrez-Fandiño; Aitor Gonzalez-Agirre; Martin Krallinger; Marta Villegas (CoRR, 2021)

Spanish Legalese Language Model and Corpora. - Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Aitor Gonzalez-Agirre; Marta Villegas (CoRR, 2021)

The Catalan Language CLUB. - Carlos Rodríguez Penagos; Carme Armentano-Oller; Marta Villegas; Maite Melero; Aitor Gonzalez; Ona De Gibert Bonet; Casimiro Pio Carrino (CoRR, 2021)

Assessing the Limits of Straightforward Models for Nested Named Entity Recognition in Spanish Clinical Narratives. - Matías Rojas; Casimiro Pio Carrino; Aitor Gonzalez-Agirre; Jocelyn Dunstan; Marta Villegas (LOUHI@EMNLP, 2022)

Pretrained Biomedical Language Models for Clinical NLP in Spanish. - Casimiro Pio Carrino; Joan Llop; Marc Pàmies; Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Joaquín Silveira-Ocampo; Alfonso Valencia; Aitor Gonzalez-Agirre; Marta Villegas (BioNLP@ACL, 2022)

MarIA: Spanish Language Models. - Asier Gutiérrez-Fandiño; Jordi Armengol-Estapé; Marc Pàmies; Joan Llop-Palao; Joaquín Silveira-Ocampo; Casimiro Pio Carrino; Carme Armentano-Oller; Carlos Rodríguez Penagos; Aitor Gonzalez-Agirre; Marta Villegas (Proces. del Leng. Natural, 2022)

Language Report Catalan. - Maite Melero; Blanca Calvo Figueras; Mar Rodriguez i Alvarez; Marta Villegas (European Language Equality, 2022)

Language Report Spanish. - Maite Melero; Pablo Peñarrubia; David Cabestany; Blanca Calvo; Mar Rodriguez i Alvarez; Marta Villegas (European Language Equality, 2022)

A weakly supervised textual entailment approach to zero-shot text classification. - Marc Pàmies; Joan Llop; Francesco Multari; Nicolau Duran-Silva; César Parra-Rojas; Aitor Gonzalez-Agirre; Francesco Alessandro Massucci; Marta Villegas (EACL, 2023)

MarIA: Spanish Language Models. - Marta Villegas (ICAART, 2023)

Anticipating the Debate: Predicting Controversy in News with Transformer-based NLP. - Blanca Calvo Figueras; Asier Gutiérrez-Fandiño; Marta Villegas (Proces. del Leng. Natural, 2023)

Entailment-based Task Transfer for Catalan Text Classification in Small Data Regimes. - Irene Baucells de la Peña; Blanca Calvo Figueras; Marta Villegas; Oier Lopez de Lacalle (Proces. del Leng. Natural, 2023)

Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge. - Daniel Mela; Aitor Gonzalez-Agirre; Javier Hernando; Marta Villegas (ACL (Findings), 2024)

Becoming a High-Resource Language in Speech: The Catalan Case in the Common Voice Corpus. - Carme Armentano-Oller; Montserrat Marimon; Marta Villegas (LREC/COLING, 2024)

FLOR: On the Effectiveness of Language Adaptation. - Severino Da Dalt; Joan Llop; Irene Baucells; Marc Pàmies; Yishi Xu; Aitor Gonzalez-Agirre; Marta Villegas (LREC/COLING, 2024)

Building a Data Infrastructure for a Mid-Resource Language: The Case of Catalan. - Aitor Gonzalez-Agirre; Montserrat Marimon; Carlos Rodríguez Penagos; Javier Aula-Blasco; Irene Baucells de la Peña; Carme Armentano-Oller; Jorge Palomar-Giner; Baybars Kulebi; Marta Villegas (LREC/COLING, 2024)

A CURATEd CATalog: Rethinking the Extraction of Pretraining Corpora for Mid-Resourced Languages. - Jorge Palomar-Giner; José Javier Saiz; Ferran Espuña; Mario Mina; Severino Da Dalt; Joan Llop; Malte Ostendorff; Pedro Ortiz Suarez; Georg Rehm; Aitor Gonzalez-Agirre; Marta Villegas (LREC/COLING, 2024)

DeepR3: Reducing, Reusing and Recycling Large Models for Developing Responsible and Green Language Technologies. - Aitor Soroa; German Rigau; Jose Maria Alonso-Moral; Marcos García 001; Maite Melero; Marta Villegas (SEPLN (Projects and Demonstrations), 2024)

VeritasQA: A Truthfulness Benchmark Aimed at Multilingual Transferability. - Javier Aula-Blasco; Júlia Falcão; Susana Sotelo; Silvia Paniagua; Aitor Gonzalez-Agirre; Marta Villegas (COLING, 2025)

IberoBench: A Benchmark for LLM Evaluation in Iberian Languages. - Irene Baucells; Javier Aula-Blasco; Iria de-Dios-Flores; Silvia Paniagua Suárez; Naiara Pérez; Anna Salles; Susana Sotelo Docío; Júlia Falcão; José Javier Saiz; Robiert Sepúlveda-Torres; Jeremy Barnes 001; Pablo Gamallo 001; et al. (COLING, 2025)

Mass-Editing Memory with Attention in Transformers: A cross-lingual exploration of knowledge. - Daniel Tamayo; Aitor Gonzalez-Agirre; Javier Hernando; Marta Villegas (CoRR, 2025)

Salamandra Technical Report. - Aitor Gonzalez-Agirre; Marc Pàmies; Joan Llop; Irene Baucells; Severino Da Dalt; Daniel Tamayo; José Javier Saiz; Ferran Espuña; Jaume Prats; Javier Aula-Blasco; Mario Mina; Iñigo Pikabea; et al. (CoRR, 2025)

Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization. - Iñigo Pikabea; Iñaki Lacunza; Oriol Pareras; Carlos Escolano; Aitor Gonzalez-Agirre; Javier Hernando; Marta Villegas (CoRR, 2025)